torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 1 Training Loss: 4.658913 Validation Loss: 4.498012
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 2 Training Loss: 4.378611 Validation Loss: 4.364449
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 3 Training Loss: 4.273363 Validation Loss: 4.318935
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 4 Training Loss: 4.202679 Validation Loss: 4.328973
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 5 Training Loss: 4.129973 Validation Loss: 4.389606
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 6 Training Loss: 4.086905 Validation Loss: 4.374871
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 7 Training Loss: 4.025111 Validation Loss: 4.224420
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 8 Training Loss: 3.986116 Validation Loss: 4.313446
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 9 Training Loss: 3.931368 Validation Loss: 4.291689
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 10 Training Loss: 3.875446 Validation Loss: 4.164630
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 11 Training Loss: 3.833926 Validation Loss: 4.364109
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 12 Training Loss: 3.806692 Validation Loss: 4.151578
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 13 Training Loss: 3.769689 Validation Loss: 4.252384
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 14 Training Loss: 3.743255 Validation Loss: 4.183764
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 15 Training Loss: 3.686338 Validation Loss: 4.187729
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 16 Training Loss: 3.672561 Validation Loss: 4.176652
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 17 Training Loss: 3.655623 Validation Loss: 4.111895
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 18 Training Loss: 3.605057 Validation Loss: 4.215055
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 19 Training Loss: 3.592429 Validation Loss: 4.152739
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 20 Training Loss: 3.556233 Validation Loss: 4.282804
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 21 Training Loss: 3.528081 Validation Loss: 4.181598
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 22 Training Loss: 3.501107 Validation Loss: 4.111726
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 23 Training Loss: 3.510689 Validation Loss: 4.228945
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 24 Training Loss: 3.487915 Validation Loss: 4.268722
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([64, 32, 6, 6])
torch.Size([24, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([32, 32, 6, 6])
torch.Size([3, 32, 6, 6])
Epoch: 25 Training Loss: 3.425049 Validation Loss: 4.139188